Dataset statistics
| Number of variables | 35 |
|---|---|
| Number of observations | 19219 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 5.1 MiB |
| Average record size in memory | 280.0 B |
Variable types
| Numeric | 25 |
|---|---|
| Categorical | 10 |
Edges_X_Index is highly overall correlated with LogOfAreas and 6 other fields | High correlation |
Edges_Y_Index is highly overall correlated with Empty_Index and 10 other fields | High correlation |
Empty_Index is highly overall correlated with Edges_Y_Index and 3 other fields | High correlation |
K_Scatch is highly overall correlated with Edges_Y_Index and 10 other fields | High correlation |
LogOfAreas is highly overall correlated with Edges_X_Index and 12 other fields | High correlation |
Log_X_Index is highly overall correlated with Edges_Y_Index and 10 other fields | High correlation |
Log_Y_Index is highly overall correlated with Edges_X_Index and 10 other fields | High correlation |
Luminosity_Index is highly overall correlated with Maximum_of_Luminosity and 1 other fields | High correlation |
Maximum_of_Luminosity is highly overall correlated with Luminosity_Index | High correlation |
Minimum_of_Luminosity is highly overall correlated with K_Scatch and 3 other fields | High correlation |
Orientation_Index is highly overall correlated with Edges_Y_Index and 1 other fields | High correlation |
Outside_Global_Index is highly overall correlated with Orientation_Index | High correlation |
Outside_X_Index is highly overall correlated with Edges_Y_Index and 10 other fields | High correlation |
Pixels_Areas is highly overall correlated with Edges_X_Index and 11 other fields | High correlation |
SigmoidOfAreas is highly overall correlated with Edges_X_Index and 10 other fields | High correlation |
Stains is highly overall correlated with LogOfAreas and 1 other fields | High correlation |
Steel_Plate_Thickness is highly overall correlated with TypeOfSteel_A300 and 1 other fields | High correlation |
Sum_of_Luminosity is highly overall correlated with Edges_X_Index and 10 other fields | High correlation |
TypeOfSteel_A300 is highly overall correlated with Steel_Plate_Thickness and 1 other fields | High correlation |
TypeOfSteel_A400 is highly overall correlated with Steel_Plate_Thickness and 1 other fields | High correlation |
X_Maximum is highly overall correlated with X_Minimum | High correlation |
X_Minimum is highly overall correlated with X_Maximum | High correlation |
X_Perimeter is highly overall correlated with Edges_X_Index and 11 other fields | High correlation |
Y_Maximum is highly overall correlated with Y_Minimum | High correlation |
Y_Minimum is highly overall correlated with Y_Maximum | High correlation |
Y_Perimeter is highly overall correlated with Edges_X_Index and 10 other fields | High correlation |
Pastry is highly imbalanced (61.1%) | Imbalance |
Z_Scratch is highly imbalanced (67.3%) | Imbalance |
Stains is highly imbalanced (80.8%) | Imbalance |
Dirtiness is highly imbalanced (83.0%) | Imbalance |
id is uniformly distributed | Uniform |
id has unique values | Unique |
X_Minimum has 326 (1.7%) zeros | Zeros |
Edges_Index has 447 (2.3%) zeros | Zeros |
Orientation_Index has 735 (3.8%) zeros | Zeros |
Reproduction
| Analysis started | 2024-03-08 17:00:50.124213 |
|---|---|
| Analysis finished | 2024-03-08 17:02:34.377181 |
| Duration | 1 minute and 44.25 seconds |
| Software version | ydata-profiling vv4.6.3 |
| Download configuration | config.json |
id
Real number (ℝ)
UNIFORM  UNIQUE 
| Distinct | 19219 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 9609 |
| Minimum | 0 |
|---|---|
| Maximum | 19218 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 150.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 960.9 |
| Q1 | 4804.5 |
| median | 9609 |
| Q3 | 14413.5 |
| 95-th percentile | 18257.1 |
| Maximum | 19218 |
| Range | 19218 |
| Interquartile range (IQR) | 9609 |
Descriptive statistics
| Standard deviation | 5548.1917 |
|---|---|
| Coefficient of variation (CV) | 0.57739533 |
| Kurtosis | -1.2 |
| Mean | 9609 |
| Median Absolute Deviation (MAD) | 4805 |
| Skewness | 0 |
| Sum | 1.8467537 × 108 |
| Variance | 30782432 |
| Monotonicity | Strictly increasing |
| Value | Count | Frequency (%) |
| 0 | 1 | < 0.1% |
| 12819 | 1 | < 0.1% |
| 12817 | 1 | < 0.1% |
| 12816 | 1 | < 0.1% |
| 12815 | 1 | < 0.1% |
| 12814 | 1 | < 0.1% |
| 12813 | 1 | < 0.1% |
| 12812 | 1 | < 0.1% |
| 12811 | 1 | < 0.1% |
| 12810 | 1 | < 0.1% |
| Other values (19209) | 19209 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 1 | 1 | |
| 2 | 1 | |
| 3 | 1 | |
| 4 | 1 | |
| 5 | 1 | |
| 6 | 1 | |
| 7 | 1 | |
| 8 | 1 | |
| 9 | 1 |
| Value | Count | Frequency (%) |
| 19218 | 1 | |
| 19217 | 1 | |
| 19216 | 1 | |
| 19215 | 1 | |
| 19214 | 1 | |
| 19213 | 1 | |
| 19212 | 1 | |
| 19211 | 1 | |
| 19210 | 1 | |
| 19209 | 1 |
X_Minimum
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 1191 |
|---|---|
| Distinct (%) | 6.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 709.85468 |
| Minimum | 0 |
|---|---|
| Maximum | 1705 |
| Zeros | 326 |
| Zeros (%) | 1.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 150.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 14 |
| Q1 | 49 |
| median | 777 |
| Q3 | 1152 |
| 95-th percentile | 1579 |
| Maximum | 1705 |
| Range | 1705 |
| Interquartile range (IQR) | 1103 |
Descriptive statistics
| Standard deviation | 531.54419 |
|---|---|
| Coefficient of variation (CV) | 0.74880705 |
| Kurtosis | -1.3276815 |
| Mean | 709.85468 |
| Median Absolute Deviation (MAD) | 474 |
| Skewness | 0.016978784 |
| Sum | 13642697 |
| Variance | 282539.22 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 39 | 1601 | 8.3% |
| 41 | 1489 | 7.7% |
| 0 | 326 | 1.7% |
| 1325 | 155 | 0.8% |
| 1065 | 148 | 0.8% |
| 621 | 133 | 0.7% |
| 9 | 108 | 0.6% |
| 1245 | 106 | 0.6% |
| 853 | 94 | 0.5% |
| 13 | 92 | 0.5% |
| Other values (1181) | 14967 |
| Value | Count | Frequency (%) |
| 0 | 326 | |
| 1 | 36 | 0.2% |
| 2 | 59 | 0.3% |
| 3 | 15 | 0.1% |
| 4 | 63 | 0.3% |
| 5 | 56 | 0.3% |
| 6 | 54 | 0.3% |
| 7 | 31 | 0.2% |
| 8 | 25 | 0.1% |
| 9 | 108 | 0.6% |
| Value | Count | Frequency (%) |
| 1705 | 3 | < 0.1% |
| 1695 | 1 | < 0.1% |
| 1689 | 2 | < 0.1% |
| 1688 | 11 | |
| 1687 | 23 | |
| 1683 | 6 | < 0.1% |
| 1682 | 8 | < 0.1% |
| 1680 | 3 | < 0.1% |
| 1679 | 1 | < 0.1% |
| 1678 | 14 |
X_Maximum
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 1259 |
|---|---|
| Distinct (%) | 6.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 753.85764 |
| Minimum | 4 |
|---|---|
| Maximum | 1713 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 150.3 KiB |
Quantile statistics
| Minimum | 4 |
|---|---|
| 5-th percentile | 27 |
| Q1 | 214 |
| median | 796 |
| Q3 | 1165 |
| 95-th percentile | 1592 |
| Maximum | 1713 |
| Range | 1709 |
| Interquartile range (IQR) | 951 |
Descriptive statistics
| Standard deviation | 499.8366 |
|---|---|
| Coefficient of variation (CV) | 0.66303845 |
| Kurtosis | -1.2571896 |
| Mean | 753.85764 |
| Median Absolute Deviation (MAD) | 466 |
| Skewness | 0.072164898 |
| Sum | 14488390 |
| Variance | 249836.63 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 214 | 376 | 2.0% |
| 216 | 374 | 1.9% |
| 212 | 360 | 1.9% |
| 218 | 232 | 1.2% |
| 1332 | 177 | 0.9% |
| 192 | 161 | 0.8% |
| 194 | 160 | 0.8% |
| 191 | 154 | 0.8% |
| 211 | 129 | 0.7% |
| 1084 | 127 | 0.7% |
| Other values (1249) | 16969 |
| Value | Count | Frequency (%) |
| 4 | 6 | < 0.1% |
| 5 | 5 | < 0.1% |
| 6 | 4 | < 0.1% |
| 8 | 20 | 0.1% |
| 9 | 31 | 0.2% |
| 10 | 31 | 0.2% |
| 11 | 22 | 0.1% |
| 12 | 76 | |
| 13 | 67 | |
| 14 | 78 |
| Value | Count | Frequency (%) |
| 1713 | 4 | < 0.1% |
| 1712 | 1 | < 0.1% |
| 1711 | 1 | < 0.1% |
| 1698 | 2 | < 0.1% |
| 1696 | 14 | |
| 1695 | 1 | < 0.1% |
| 1694 | 20 | |
| 1692 | 4 | < 0.1% |
| 1690 | 6 | < 0.1% |
| 1689 | 6 | < 0.1% |
Y_Minimum
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 3345 |
|---|---|
| Distinct (%) | 17.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1849756 |
| Minimum | 6712 |
|---|---|
| Maximum | 12987661 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 150.3 KiB |
Quantile statistics
| Minimum | 6712 |
|---|---|
| 5-th percentile | 96812 |
| Q1 | 657468 |
| median | 1398169 |
| Q3 | 2368032 |
| 95-th percentile | 5367324 |
| Maximum | 12987661 |
| Range | 12980949 |
| Interquartile range (IQR) | 1710564 |
Descriptive statistics
| Standard deviation | 1903553.9 |
|---|---|
| Coefficient of variation (CV) | 1.0290837 |
| Kurtosis | 8.8679561 |
| Mean | 1849756 |
| Median Absolute Deviation (MAD) | 826646 |
| Skewness | 2.5788578 |
| Sum | 3.5550461 × 1010 |
| Variance | 3.6235173 × 1012 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1740121 | 53 | 0.3% |
| 879259 | 50 | 0.3% |
| 1786253 | 47 | 0.2% |
| 5851552 | 43 | 0.2% |
| 7754878 | 43 | 0.2% |
| 1647908 | 42 | 0.2% |
| 2887095 | 41 | 0.2% |
| 2488529 | 41 | 0.2% |
| 1084661 | 40 | 0.2% |
| 2886302 | 40 | 0.2% |
| Other values (3335) | 18779 |
| Value | Count | Frequency (%) |
| 6712 | 4 | < 0.1% |
| 7003 | 19 | |
| 7430 | 33 | |
| 7851 | 4 | < 0.1% |
| 9007 | 5 | < 0.1% |
| 9228 | 7 | < 0.1% |
| 9246 | 3 | < 0.1% |
| 12799 | 8 | < 0.1% |
| 13302 | 2 | < 0.1% |
| 13320 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 12987661 | 30 | |
| 12920561 | 1 | < 0.1% |
| 12917033 | 3 | < 0.1% |
| 12806495 | 8 | < 0.1% |
| 12725281 | 9 | < 0.1% |
| 12577343 | 1 | < 0.1% |
| 12438460 | 4 | < 0.1% |
| 12425281 | 1 | < 0.1% |
| 12416489 | 1 | < 0.1% |
| 12416454 | 2 | < 0.1% |
Y_Maximum
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 3341 |
|---|---|
| Distinct (%) | 17.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1846605.3 |
| Minimum | 6724 |
|---|---|
| Maximum | 12987692 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 150.3 KiB |
Quantile statistics
| Minimum | 6724 |
|---|---|
| 5-th percentile | 97109.8 |
| Q1 | 657502 |
| median | 1398179 |
| Q3 | 2362511 |
| 95-th percentile | 5367377 |
| Maximum | 12987692 |
| Range | 12980968 |
| Interquartile range (IQR) | 1705009 |
Descriptive statistics
| Standard deviation | 1896295.1 |
|---|---|
| Coefficient of variation (CV) | 1.0269087 |
| Kurtosis | 8.8421079 |
| Mean | 1846605.3 |
| Median Absolute Deviation (MAD) | 826641 |
| Skewness | 2.5719886 |
| Sum | 3.5489908 × 1010 |
| Variance | 3.5959353 × 1012 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1740188 | 53 | 0.3% |
| 879265 | 50 | 0.3% |
| 1786320 | 47 | 0.2% |
| 2887114 | 44 | 0.2% |
| 7754931 | 42 | 0.2% |
| 5851560 | 42 | 0.2% |
| 909492 | 40 | 0.2% |
| 2488541 | 40 | 0.2% |
| 618502 | 40 | 0.2% |
| 2886367 | 38 | 0.2% |
| Other values (3331) | 18783 |
| Value | Count | Frequency (%) |
| 6724 | 4 | < 0.1% |
| 7020 | 20 | |
| 7458 | 32 | |
| 7865 | 4 | < 0.1% |
| 9033 | 5 | < 0.1% |
| 9228 | 1 | < 0.1% |
| 9246 | 6 | < 0.1% |
| 9253 | 1 | < 0.1% |
| 12804 | 8 | < 0.1% |
| 13320 | 12 | 0.1% |
| Value | Count | Frequency (%) |
| 12987692 | 30 | |
| 12920662 | 1 | < 0.1% |
| 12917094 | 2 | < 0.1% |
| 12917040 | 1 | < 0.1% |
| 12806520 | 8 | < 0.1% |
| 12725314 | 9 | < 0.1% |
| 12577396 | 1 | < 0.1% |
| 12438491 | 2 | < 0.1% |
| 12425575 | 1 | < 0.1% |
| 12416473 | 2 | < 0.1% |
Pixels_Areas
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 1154 |
|---|---|
| Distinct (%) | 6.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1683.9876 |
| Minimum | 6 |
|---|---|
| Maximum | 152655 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 150.3 KiB |
Quantile statistics
| Minimum | 6 |
|---|---|
| 5-th percentile | 51 |
| Q1 | 89 |
| median | 168 |
| Q3 | 653 |
| 95-th percentile | 9596.1 |
| Maximum | 152655 |
| Range | 152649 |
| Interquartile range (IQR) | 564 |
Descriptive statistics
| Standard deviation | 3730.3199 |
|---|---|
| Coefficient of variation (CV) | 2.2151706 |
| Kurtosis | 181.7372 |
| Mean | 1683.9876 |
| Median Absolute Deviation (MAD) | 102 |
| Skewness | 6.9785633 |
| Sum | 32364558 |
| Variance | 13915286 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 52 | 260 | 1.4% |
| 114 | 223 | 1.2% |
| 101 | 215 | 1.1% |
| 55 | 203 | 1.1% |
| 108 | 181 | 0.9% |
| 74 | 180 | 0.9% |
| 184 | 175 | 0.9% |
| 110 | 168 | 0.9% |
| 170 | 168 | 0.9% |
| 140 | 165 | 0.9% |
| Other values (1144) | 17281 |
| Value | Count | Frequency (%) |
| 6 | 26 | 0.1% |
| 8 | 3 | < 0.1% |
| 9 | 3 | < 0.1% |
| 10 | 4 | < 0.1% |
| 11 | 6 | < 0.1% |
| 12 | 97 | |
| 13 | 1 | < 0.1% |
| 14 | 1 | < 0.1% |
| 15 | 11 | 0.1% |
| 16 | 150 |
| Value | Count | Frequency (%) |
| 152655 | 1 | < 0.1% |
| 109075 | 1 | < 0.1% |
| 38376 | 1 | < 0.1% |
| 37376 | 1 | < 0.1% |
| 37334 | 1 | < 0.1% |
| 25906 | 1 | < 0.1% |
| 25473 | 3 | |
| 25323 | 2 | < 0.1% |
| 24365 | 3 | |
| 22554 | 5 |
X_Perimeter
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 460 |
|---|---|
| Distinct (%) | 2.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 95.654665 |
| Minimum | 2 |
|---|---|
| Maximum | 7553 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 150.3 KiB |
Quantile statistics
| Minimum | 2 |
|---|---|
| 5-th percentile | 9 |
| Q1 | 15 |
| median | 25 |
| Q3 | 64 |
| 95-th percentile | 578 |
| Maximum | 7553 |
| Range | 7551 |
| Interquartile range (IQR) | 49 |
Descriptive statistics
| Standard deviation | 177.82138 |
|---|---|
| Coefficient of variation (CV) | 1.8589933 |
| Kurtosis | 167.40848 |
| Mean | 95.654665 |
| Median Absolute Deviation (MAD) | 13 |
| Skewness | 6.3180969 |
| Sum | 1838387 |
| Variance | 31620.444 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 15 | 867 | 4.5% |
| 12 | 859 | 4.5% |
| 14 | 738 | 3.8% |
| 13 | 704 | 3.7% |
| 18 | 623 | 3.2% |
| 10 | 587 | 3.1% |
| 20 | 549 | 2.9% |
| 11 | 519 | 2.7% |
| 16 | 511 | 2.7% |
| 9 | 498 | 2.6% |
| Other values (450) | 12764 |
| Value | Count | Frequency (%) |
| 2 | 2 | < 0.1% |
| 3 | 9 | < 0.1% |
| 4 | 42 | 0.2% |
| 5 | 98 | 0.5% |
| 6 | 181 | 0.9% |
| 7 | 137 | 0.7% |
| 8 | 275 | |
| 9 | 498 | |
| 10 | 587 | |
| 11 | 519 |
| Value | Count | Frequency (%) |
| 7553 | 1 | < 0.1% |
| 1193 | 3 | |
| 1169 | 3 | |
| 1139 | 1 | < 0.1% |
| 1138 | 4 | |
| 1089 | 1 | < 0.1% |
| 1084 | 2 | < 0.1% |
| 1050 | 2 | < 0.1% |
| 1029 | 1 | < 0.1% |
| 1022 | 6 |
Y_Perimeter
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 331 |
|---|---|
| Distinct (%) | 1.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 64.124096 |
| Minimum | 1 |
|---|---|
| Maximum | 903 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 150.3 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 7 |
| Q1 | 14 |
| median | 23 |
| Q3 | 61 |
| 95-th percentile | 357 |
| Maximum | 903 |
| Range | 902 |
| Interquartile range (IQR) | 47 |
Descriptive statistics
| Standard deviation | 101.05418 |
|---|---|
| Coefficient of variation (CV) | 1.5759158 |
| Kurtosis | 9.2920044 |
| Mean | 64.124096 |
| Median Absolute Deviation (MAD) | 12 |
| Skewness | 2.9774109 |
| Sum | 1232401 |
| Variance | 10211.947 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 11 | 865 | 4.5% |
| 12 | 854 | 4.4% |
| 10 | 689 | 3.6% |
| 14 | 658 | 3.4% |
| 15 | 594 | 3.1% |
| 13 | 588 | 3.1% |
| 17 | 570 | 3.0% |
| 20 | 557 | 2.9% |
| 18 | 490 | 2.5% |
| 8 | 442 | 2.3% |
| Other values (321) | 12912 |
| Value | Count | Frequency (%) |
| 1 | 1 | < 0.1% |
| 2 | 5 | < 0.1% |
| 3 | 45 | 0.2% |
| 4 | 346 | |
| 5 | 155 | 0.8% |
| 6 | 190 | 1.0% |
| 7 | 299 | |
| 8 | 442 | |
| 9 | 307 | |
| 10 | 689 |
| Value | Count | Frequency (%) |
| 903 | 1 | < 0.1% |
| 748 | 1 | < 0.1% |
| 712 | 2 | < 0.1% |
| 709 | 5 | |
| 696 | 1 | < 0.1% |
| 684 | 3 | |
| 680 | 3 | |
| 605 | 2 | < 0.1% |
| 604 | 3 | |
| 597 | 5 |
Sum_of_Luminosity
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 2595 |
|---|---|
| Distinct (%) | 13.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 191846.68 |
| Minimum | 250 |
|---|---|
| Maximum | 11591414 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 150.3 KiB |
Quantile statistics
| Minimum | 250 |
|---|---|
| 5-th percentile | 4674 |
| Q1 | 9848 |
| median | 18238 |
| Q3 | 67978 |
| 95-th percentile | 1238454 |
| Maximum | 11591414 |
| Range | 11591164 |
| Interquartile range (IQR) | 58130 |
Descriptive statistics
| Standard deviation | 442024.69 |
|---|---|
| Coefficient of variation (CV) | 2.3040519 |
| Kurtosis | 121.21044 |
| Mean | 191846.68 |
| Median Absolute Deviation (MAD) | 11093 |
| Skewness | 6.6894481 |
| Sum | 3.6871013 × 109 |
| Variance | 1.9538583 × 1011 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 12587 | 54 | 0.3% |
| 16308 | 50 | 0.3% |
| 13352 | 48 | 0.2% |
| 12886 | 47 | 0.2% |
| 6884 | 46 | 0.2% |
| 21321 | 45 | 0.2% |
| 7446 | 42 | 0.2% |
| 654358 | 41 | 0.2% |
| 684236 | 39 | 0.2% |
| 13351 | 38 | 0.2% |
| Other values (2585) | 18769 |
| Value | Count | Frequency (%) |
| 250 | 1 | < 0.1% |
| 255 | 5 | |
| 453 | 1 | < 0.1% |
| 610 | 1 | < 0.1% |
| 612 | 1 | < 0.1% |
| 705 | 1 | < 0.1% |
| 718 | 10 | |
| 745 | 1 | < 0.1% |
| 763 | 1 | < 0.1% |
| 764 | 10 |
| Value | Count | Frequency (%) |
| 11591414 | 5 | |
| 4639309 | 1 | < 0.1% |
| 3918209 | 1 | < 0.1% |
| 3061597 | 1 | < 0.1% |
| 3037459 | 4 | |
| 3035252 | 1 | < 0.1% |
| 2935414 | 6 | |
| 2918209 | 1 | < 0.1% |
| 2712104 | 4 | |
| 2638402 | 6 |
Minimum_of_Luminosity
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 162 |
|---|---|
| Distinct (%) | 0.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 84.808419 |
| Minimum | 0 |
|---|---|
| Maximum | 196 |
| Zeros | 2 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 150.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 35 |
| Q1 | 70 |
| median | 90 |
| Q3 | 105 |
| 95-th percentile | 120 |
| Maximum | 196 |
| Range | 196 |
| Interquartile range (IQR) | 35 |
Descriptive statistics
| Standard deviation | 28.800344 |
|---|---|
| Coefficient of variation (CV) | 0.33959298 |
| Kurtosis | -0.0026939772 |
| Mean | 84.808419 |
| Median Absolute Deviation (MAD) | 17 |
| Skewness | -0.33058067 |
| Sum | 1629933 |
| Variance | 829.45981 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 84 | 540 | 2.8% |
| 77 | 500 | 2.6% |
| 97 | 483 | 2.5% |
| 104 | 464 | 2.4% |
| 91 | 451 | 2.3% |
| 95 | 407 | 2.1% |
| 96 | 407 | 2.1% |
| 99 | 401 | 2.1% |
| 89 | 389 | 2.0% |
| 101 | 380 | 2.0% |
| Other values (152) | 14797 |
| Value | Count | Frequency (%) |
| 0 | 2 | < 0.1% |
| 2 | 2 | < 0.1% |
| 4 | 3 | |
| 6 | 1 | < 0.1% |
| 7 | 4 | |
| 9 | 5 | |
| 11 | 6 | |
| 14 | 4 | |
| 15 | 1 | < 0.1% |
| 16 | 7 |
| Value | Count | Frequency (%) |
| 196 | 1 | < 0.1% |
| 195 | 14 | |
| 192 | 9 | < 0.1% |
| 191 | 1 | < 0.1% |
| 190 | 11 | |
| 179 | 4 | < 0.1% |
| 178 | 24 | |
| 177 | 4 | < 0.1% |
| 175 | 1 | < 0.1% |
| 173 | 2 | < 0.1% |
Maximum_of_Luminosity
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 98 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 128.64738 |
| Minimum | 39 |
|---|---|
| Maximum | 253 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 150.3 KiB |
Quantile statistics
| Minimum | 39 |
|---|---|
| 5-th percentile | 108 |
| Q1 | 124 |
| median | 127 |
| Q3 | 135 |
| 95-th percentile | 143 |
| Maximum | 253 |
| Range | 214 |
| Interquartile range (IQR) | 11 |
Descriptive statistics
| Standard deviation | 14.196976 |
|---|---|
| Coefficient of variation (CV) | 0.11035573 |
| Kurtosis | 9.7839763 |
| Mean | 128.64738 |
| Median Absolute Deviation (MAD) | 6 |
| Skewness | 1.1711995 |
| Sum | 2472474 |
| Variance | 201.55413 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 127 | 2436 | |
| 124 | 2146 | 11.2% |
| 126 | 1936 | 10.1% |
| 141 | 1550 | 8.1% |
| 132 | 1237 | 6.4% |
| 125 | 1019 | 5.3% |
| 133 | 918 | 4.8% |
| 134 | 914 | 4.8% |
| 140 | 805 | 4.2% |
| 135 | 758 | 3.9% |
| Other values (88) | 5500 |
| Value | Count | Frequency (%) |
| 39 | 1 | < 0.1% |
| 71 | 12 | 0.1% |
| 77 | 9 | < 0.1% |
| 78 | 7 | < 0.1% |
| 79 | 7 | < 0.1% |
| 82 | 6 | < 0.1% |
| 84 | 77 | |
| 85 | 1 | < 0.1% |
| 86 | 57 | |
| 87 | 12 | 0.1% |
| Value | Count | Frequency (%) |
| 253 | 2 | < 0.1% |
| 252 | 8 | < 0.1% |
| 247 | 2 | < 0.1% |
| 236 | 2 | < 0.1% |
| 222 | 1 | < 0.1% |
| 213 | 4 | < 0.1% |
| 212 | 19 | |
| 210 | 2 | < 0.1% |
| 207 | 24 | |
| 206 | 5 | < 0.1% |
Length_of_Conveyer
Real number (ℝ)
| Distinct | 99 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1459.3507 |
| Minimum | 1227 |
|---|---|
| Maximum | 1794 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 150.3 KiB |
Quantile statistics
| Minimum | 1227 |
|---|---|
| 5-th percentile | 1353 |
| Q1 | 1358 |
| median | 1364 |
| Q3 | 1652 |
| 95-th percentile | 1692 |
| Maximum | 1794 |
| Range | 567 |
| Interquartile range (IQR) | 294 |
Descriptive statistics
| Standard deviation | 145.56869 |
|---|---|
| Coefficient of variation (CV) | 0.099748938 |
| Kurtosis | -1.2141739 |
| Mean | 1459.3507 |
| Median Absolute Deviation (MAD) | 9 |
| Skewness | 0.85524698 |
| Sum | 28047262 |
| Variance | 21190.243 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1358 | 2844 | |
| 1356 | 1950 | 10.1% |
| 1360 | 1720 | 8.9% |
| 1362 | 1251 | 6.5% |
| 1364 | 1183 | 6.2% |
| 1692 | 1141 | 5.9% |
| 1687 | 973 | 5.1% |
| 1690 | 784 | 4.1% |
| 1353 | 761 | 4.0% |
| 1354 | 636 | 3.3% |
| Other values (89) | 5976 |
| Value | Count | Frequency (%) |
| 1227 | 3 | < 0.1% |
| 1280 | 5 | < 0.1% |
| 1300 | 1 | < 0.1% |
| 1306 | 23 | |
| 1308 | 9 | < 0.1% |
| 1318 | 1 | < 0.1% |
| 1320 | 6 | < 0.1% |
| 1322 | 23 | |
| 1324 | 1 | < 0.1% |
| 1327 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 1794 | 1 | < 0.1% |
| 1715 | 5 | < 0.1% |
| 1712 | 4 | < 0.1% |
| 1710 | 39 | 0.2% |
| 1708 | 8 | < 0.1% |
| 1707 | 3 | < 0.1% |
| 1700 | 10 | 0.1% |
| 1698 | 179 | |
| 1696 | 226 | |
| 1694 | 324 |
TypeOfSteel_A300
Categorical
HIGH CORRELATION 
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.1 MiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 19219 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 1 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 11480 | |
| 1 | 7739 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 11480 | |
| 1 | 7739 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 11480 | |
| 1 | 7739 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 19219 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 11480 | |
| 1 | 7739 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 19219 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 11480 | |
| 1 | 7739 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 19219 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 11480 | |
| 1 | 7739 |
TypeOfSteel_A400
Categorical
HIGH CORRELATION 
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.1 MiB |
| 1 | |
|---|---|
| 0 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 19219 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 0 |
| 3rd row | 1 |
| 4th row | 1 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 11461 | |
| 0 | 7758 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1 | 11461 | |
| 0 | 7758 |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 11461 | |
| 0 | 7758 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 19219 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 11461 | |
| 0 | 7758 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 19219 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 1 | 11461 | |
| 0 | 7758 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 19219 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 1 | 11461 | |
| 0 | 7758 |
Steel_Plate_Thickness
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 27 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 76.213122 |
| Minimum | 40 |
|---|---|
| Maximum | 300 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 150.3 KiB |
Quantile statistics
| Minimum | 40 |
|---|---|
| 5-th percentile | 40 |
| Q1 | 40 |
| median | 69 |
| Q3 | 80 |
| 95-th percentile | 200 |
| Maximum | 300 |
| Range | 260 |
| Interquartile range (IQR) | 40 |
Descriptive statistics
| Standard deviation | 53.93196 |
|---|---|
| Coefficient of variation (CV) | 0.70764664 |
| Kurtosis | 5.7593797 |
| Mean | 76.213122 |
| Median Absolute Deviation (MAD) | 29 |
| Skewness | 2.3574486 |
| Sum | 1464740 |
| Variance | 2908.6563 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 40 | 7625 | |
| 70 | 3703 | |
| 80 | 1661 | 8.6% |
| 100 | 1433 | 7.5% |
| 50 | 1011 | 5.3% |
| 60 | 856 | 4.5% |
| 200 | 748 | 3.9% |
| 300 | 434 | 2.3% |
| 175 | 396 | 2.1% |
| 69 | 283 | 1.5% |
| Other values (17) | 1069 | 5.6% |
| Value | Count | Frequency (%) |
| 40 | 7625 | |
| 50 | 1011 | 5.3% |
| 60 | 856 | 4.5% |
| 69 | 283 | 1.5% |
| 70 | 3703 | |
| 80 | 1661 | 8.6% |
| 81 | 1 | < 0.1% |
| 85 | 21 | 0.1% |
| 86 | 1 | < 0.1% |
| 90 | 211 | 1.1% |
| Value | Count | Frequency (%) |
| 300 | 434 | |
| 290 | 11 | 0.1% |
| 250 | 8 | < 0.1% |
| 220 | 105 | 0.5% |
| 211 | 18 | 0.1% |
| 200 | 748 | |
| 185 | 116 | 0.6% |
| 180 | 7 | < 0.1% |
| 175 | 396 | |
| 159 | 1 | < 0.1% |
Edges_Index
Real number (ℝ)
ZEROS 
| Distinct | 1849 |
|---|---|
| Distinct (%) | 9.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.35293936 |
| Minimum | 0 |
|---|---|
| Maximum | 0.9952 |
| Zeros | 447 |
| Zeros (%) | 2.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 150.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.0071 |
| Q1 | 0.0586 |
| median | 0.2385 |
| Q3 | 0.6561 |
| 95-th percentile | 0.9135 |
| Maximum | 0.9952 |
| Range | 0.9952 |
| Interquartile range (IQR) | 0.5975 |
Descriptive statistics
| Standard deviation | 0.31897603 |
|---|---|
| Coefficient of variation (CV) | 0.90377008 |
| Kurtosis | -1.2068928 |
| Mean | 0.35293936 |
| Median Absolute Deviation (MAD) | 0.196 |
| Skewness | 0.54336054 |
| Sum | 6783.1416 |
| Variance | 0.10174571 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.0604 | 761 | 4.0% |
| 0.0574 | 529 | 2.8% |
| 0 | 447 | 2.3% |
| 0.0557 | 334 | 1.7% |
| 0.0605 | 294 | 1.5% |
| 0.0575 | 257 | 1.3% |
| 0.0585 | 256 | 1.3% |
| 0.0556 | 188 | 1.0% |
| 0.0586 | 165 | 0.9% |
| 0.0325 | 157 | 0.8% |
| Other values (1839) | 15831 |
| Value | Count | Frequency (%) |
| 0 | 447 | |
| 0.0012 | 7 | < 0.1% |
| 0.0014 | 7 | < 0.1% |
| 0.0015 | 35 | 0.2% |
| 0.0023 | 7 | < 0.1% |
| 0.0024 | 124 | 0.6% |
| 0.003 | 6 | < 0.1% |
| 0.0035 | 3 | < 0.1% |
| 0.0036 | 17 | 0.1% |
| 0.0041 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 0.9952 | 10 | |
| 0.9929 | 1 | < 0.1% |
| 0.9923 | 8 | |
| 0.9905 | 10 | |
| 0.9897 | 4 | < 0.1% |
| 0.9846 | 19 | |
| 0.9836 | 3 | < 0.1% |
| 0.9835 | 4 | < 0.1% |
| 0.9834 | 8 | |
| 0.9816 | 5 | < 0.1% |
Empty_Index
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 1748 |
|---|---|
| Distinct (%) | 9.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.40930948 |
| Minimum | 0 |
|---|---|
| Maximum | 0.9275 |
| Zeros | 2 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 150.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.2153 |
| Q1 | 0.3175 |
| median | 0.4135 |
| Q3 | 0.4946 |
| 95-th percentile | 0.6234 |
| Maximum | 0.9275 |
| Range | 0.9275 |
| Interquartile range (IQR) | 0.1771 |
Descriptive statistics
| Standard deviation | 0.12414349 |
|---|---|
| Coefficient of variation (CV) | 0.30329982 |
| Kurtosis | -0.17418332 |
| Mean | 0.40930948 |
| Median Absolute Deviation (MAD) | 0.0892 |
| Skewness | 0.19922437 |
| Sum | 7866.5189 |
| Variance | 0.015411606 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.3333 | 289 | 1.5% |
| 0.25 | 229 | 1.2% |
| 0.2778 | 177 | 0.9% |
| 0.2 | 164 | 0.9% |
| 0.4167 | 150 | 0.8% |
| 0.4286 | 139 | 0.7% |
| 0.3636 | 139 | 0.7% |
| 0.3 | 137 | 0.7% |
| 0.4 | 126 | 0.7% |
| 0.5 | 122 | 0.6% |
| Other values (1738) | 17547 |
| Value | Count | Frequency (%) |
| 0 | 2 | < 0.1% |
| 0.0118 | 1 | < 0.1% |
| 0.0278 | 4 | < 0.1% |
| 0.0322 | 1 | < 0.1% |
| 0.0368 | 3 | < 0.1% |
| 0.0682 | 3 | < 0.1% |
| 0.0707 | 1 | < 0.1% |
| 0.0714 | 11 | |
| 0.0781 | 9 | |
| 0.0818 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 0.9275 | 1 | < 0.1% |
| 0.894 | 4 | |
| 0.8893 | 1 | < 0.1% |
| 0.8888 | 3 | |
| 0.8887 | 1 | < 0.1% |
| 0.8856 | 1 | < 0.1% |
| 0.8817 | 1 | < 0.1% |
| 0.8815 | 1 | < 0.1% |
| 0.8767 | 2 | |
| 0.8487 | 3 |
Square_Index
Real number (ℝ)
| Distinct | 1118 |
|---|---|
| Distinct (%) | 5.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.57452039 |
| Minimum | 0.0083 |
|---|---|
| Maximum | 1 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 150.3 KiB |
Quantile statistics
| Minimum | 0.0083 |
|---|---|
| 5-th percentile | 0.15863 |
| Q1 | 0.37575 |
| median | 0.5454 |
| Q3 | 0.8182 |
| 95-th percentile | 0.96233 |
| Maximum | 1 |
| Range | 0.9917 |
| Interquartile range (IQR) | 0.44245 |
Descriptive statistics
| Standard deviation | 0.25943588 |
|---|---|
| Coefficient of variation (CV) | 0.45156949 |
| Kurtosis | -1.1548399 |
| Mean | 0.57452039 |
| Median Absolute Deviation (MAD) | 0.2046 |
| Skewness | 0.010508861 |
| Sum | 11041.707 |
| Variance | 0.067306975 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 723 | 3.8% |
| 0.8 | 545 | 2.8% |
| 0.5 | 506 | 2.6% |
| 0.6667 | 398 | 2.1% |
| 0.4 | 389 | 2.0% |
| 0.3333 | 366 | 1.9% |
| 0.8889 | 349 | 1.8% |
| 0.8571 | 346 | 1.8% |
| 0.75 | 306 | 1.6% |
| 0.9167 | 291 | 1.5% |
| Other values (1108) | 15000 |
| Value | Count | Frequency (%) |
| 0.0083 | 1 | < 0.1% |
| 0.0261 | 3 | |
| 0.0294 | 7 | |
| 0.0296 | 1 | < 0.1% |
| 0.0368 | 1 | < 0.1% |
| 0.0374 | 1 | < 0.1% |
| 0.039 | 1 | < 0.1% |
| 0.0393 | 6 | |
| 0.03939 | 2 | < 0.1% |
| 0.0396 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 1 | 723 | |
| 0.9976 | 1 | < 0.1% |
| 0.9955 | 3 | < 0.1% |
| 0.9945 | 2 | < 0.1% |
| 0.9944 | 1 | < 0.1% |
| 0.9943 | 1 | < 0.1% |
| 0.9942 | 29 | 0.2% |
| 0.993 | 2 | < 0.1% |
| 0.9915 | 1 | < 0.1% |
| 0.9912 | 6 | < 0.1% |
Outside_X_Index
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 525 |
|---|---|
| Distinct (%) | 2.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.030609355 |
| Minimum | 0.0015 |
|---|---|
| Maximum | 0.6651 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 150.3 KiB |
Quantile statistics
| Minimum | 0.0015 |
|---|---|
| 5-th percentile | 0.0044 |
| Q1 | 0.0066 |
| median | 0.0095 |
| Q3 | 0.0191 |
| 95-th percentile | 0.1289 |
| Maximum | 0.6651 |
| Range | 0.6636 |
| Interquartile range (IQR) | 0.0125 |
Descriptive statistics
| Standard deviation | 0.047301941 |
|---|---|
| Coefficient of variation (CV) | 1.5453426 |
| Kurtosis | 20.010556 |
| Mean | 0.030609355 |
| Median Absolute Deviation (MAD) | 0.0041 |
| Skewness | 3.1192074 |
| Sum | 588.2812 |
| Variance | 0.0022374737 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.0059 | 921 | 4.8% |
| 0.0066 | 824 | 4.3% |
| 0.0088 | 687 | 3.6% |
| 0.0081 | 665 | 3.5% |
| 0.0047 | 514 | 2.7% |
| 0.0053 | 499 | 2.6% |
| 0.0103 | 491 | 2.6% |
| 0.0044 | 476 | 2.5% |
| 0.0071 | 472 | 2.5% |
| 0.0074 | 459 | 2.4% |
| Other values (515) | 13211 |
| Value | Count | Frequency (%) |
| 0.0015 | 3 | < 0.1% |
| 0.0022 | 10 | 0.1% |
| 0.0024 | 2 | < 0.1% |
| 0.0029 | 18 | 0.1% |
| 0.003 | 23 | 0.1% |
| 0.0034 | 1 | < 0.1% |
| 0.0035 | 22 | 0.1% |
| 0.0036 | 65 | 0.3% |
| 0.0037 | 279 | |
| 0.0038 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 0.6651 | 1 | < 0.1% |
| 0.6228 | 1 | < 0.1% |
| 0.6226 | 2 | < 0.1% |
| 0.6209 | 2 | < 0.1% |
| 0.5906 | 1 | < 0.1% |
| 0.5692 | 4 | |
| 0.4964 | 6 | |
| 0.4957 | 5 | |
| 0.4698 | 2 | < 0.1% |
| 0.3878 | 3 |
Edges_X_Index
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 1102 |
|---|---|
| Distinct (%) | 5.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.61474948 |
| Minimum | 0.0144 |
|---|---|
| Maximum | 1 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 150.3 KiB |
Quantile statistics
| Minimum | 0.0144 |
|---|---|
| 5-th percentile | 0.2358 |
| Q1 | 0.4516 |
| median | 0.6364 |
| Q3 | 0.7857 |
| 95-th percentile | 1 |
| Maximum | 1 |
| Range | 0.9856 |
| Interquartile range (IQR) | 0.3341 |
Descriptive statistics
| Standard deviation | 0.22239127 |
|---|---|
| Coefficient of variation (CV) | 0.36175919 |
| Kurtosis | -0.77946537 |
| Mean | 0.61474948 |
| Median Absolute Deviation (MAD) | 0.1636 |
| Skewness | -0.24619622 |
| Sum | 11814.87 |
| Variance | 0.049457878 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 968 | 5.0% |
| 0.8 | 723 | 3.8% |
| 0.5 | 581 | 3.0% |
| 0.6667 | 497 | 2.6% |
| 0.75 | 453 | 2.4% |
| 0.8571 | 264 | 1.4% |
| 0.8333 | 253 | 1.3% |
| 0.7143 | 228 | 1.2% |
| 0.5833 | 216 | 1.1% |
| 0.8889 | 214 | 1.1% |
| Other values (1092) | 14822 |
| Value | Count | Frequency (%) |
| 0.0144 | 1 | < 0.1% |
| 0.0704 | 1 | < 0.1% |
| 0.0714 | 2 | |
| 0.0717 | 4 | |
| 0.0724 | 3 | |
| 0.0734 | 1 | < 0.1% |
| 0.0754 | 1 | < 0.1% |
| 0.0782 | 3 | |
| 0.0794 | 2 | |
| 0.0795 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 1 | 968 | |
| 0.9879 | 1 | < 0.1% |
| 0.9828 | 4 | < 0.1% |
| 0.9796 | 1 | < 0.1% |
| 0.9776 | 1 | < 0.1% |
| 0.975 | 8 | < 0.1% |
| 0.9688 | 21 | 0.1% |
| 0.9682 | 4 | < 0.1% |
| 0.9671 | 7 | < 0.1% |
| 0.9655 | 1 | < 0.1% |
Edges_Y_Index
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 900 |
|---|---|
| Distinct (%) | 4.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.8316521 |
| Minimum | 0.105 |
|---|---|
| Maximum | 1 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 150.3 KiB |
Quantile statistics
| Minimum | 0.105 |
|---|---|
| 5-th percentile | 0.4118 |
| Q1 | 0.6552 |
| median | 0.9643 |
| Q3 | 1 |
| 95-th percentile | 1 |
| Maximum | 1 |
| Range | 0.895 |
| Interquartile range (IQR) | 0.3448 |
Descriptive statistics
| Standard deviation | 0.22096603 |
|---|---|
| Coefficient of variation (CV) | 0.26569527 |
| Kurtosis | -0.56140074 |
| Mean | 0.8316521 |
| Median Absolute Deviation (MAD) | 0.0357 |
| Skewness | -0.98445142 |
| Sum | 15983.522 |
| Variance | 0.048825985 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 8659 | |
| 0.6667 | 201 | 1.0% |
| 0.9231 | 198 | 1.0% |
| 0.5 | 192 | 1.0% |
| 0.8333 | 167 | 0.9% |
| 0.8 | 151 | 0.8% |
| 0.9286 | 147 | 0.8% |
| 0.8182 | 135 | 0.7% |
| 0.75 | 133 | 0.7% |
| 0.8571 | 133 | 0.7% |
| Other values (890) | 9103 |
| Value | Count | Frequency (%) |
| 0.105 | 2 | < 0.1% |
| 0.1123 | 2 | < 0.1% |
| 0.1132 | 1 | < 0.1% |
| 0.1229 | 1 | < 0.1% |
| 0.1272 | 1 | < 0.1% |
| 0.1312 | 6 | |
| 0.1321 | 7 | |
| 0.1329 | 1 | < 0.1% |
| 0.1378 | 1 | < 0.1% |
| 0.1379 | 3 |
| Value | Count | Frequency (%) |
| 1 | 8659 | |
| 0.9995 | 1 | < 0.1% |
| 0.9994 | 3 | < 0.1% |
| 0.9992 | 1 | < 0.1% |
| 0.9977 | 2 | < 0.1% |
| 0.9973 | 5 | < 0.1% |
| 0.9972 | 1 | < 0.1% |
| 0.9955 | 1 | < 0.1% |
| 0.9953 | 1 | < 0.1% |
| 0.9931 | 16 | 0.1% |
Outside_Global_Index
Categorical
HIGH CORRELATION 
| Distinct | 5 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.1 MiB |
| 1.0 | |
|---|---|
| 0.0 | |
| 0.5 | 706 |
| -0.0 | 1 |
| 0.7 | 1 |
Length
| Max length | 4 |
|---|---|
| Median length | 3 |
| Mean length | 3.000052 |
| Min length | 3 |
Characters and Unicode
| Total characters | 57658 |
|---|---|
| Distinct characters | 6 |
| Distinct categories | 3 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 2 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 1.0 |
| 3rd row | 0.0 |
| 4th row | 1.0 |
| 5th row | 1.0 |
Common Values
| Value | Count | Frequency (%) |
| 1.0 | 11022 | |
| 0.0 | 7489 | |
| 0.5 | 706 | 3.7% |
| -0.0 | 1 | < 0.1% |
| 0.7 | 1 | < 0.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1.0 | 11022 | |
| 0.0 | 7490 | |
| 0.5 | 706 | 3.7% |
| 0.7 | 1 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 26709 | |
| . | 19219 | |
| 1 | 11022 | |
| 5 | 706 | 1.2% |
| - | 1 | < 0.1% |
| 7 | 1 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 38438 | |
| Other Punctuation | 19219 | |
| Dash Punctuation | 1 | < 0.1% |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 26709 | |
| 1 | 11022 | |
| 5 | 706 | 1.8% |
| 7 | 1 | < 0.1% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 19219 |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 1 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 57658 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 26709 | |
| . | 19219 | |
| 1 | 11022 | |
| 5 | 706 | 1.2% |
| - | 1 | < 0.1% |
| 7 | 1 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 57658 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 26709 | |
| . | 19219 | |
| 1 | 11022 | |
| 5 | 706 | 1.2% |
| - | 1 | < 0.1% |
| 7 | 1 | < 0.1% |
LogOfAreas
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 1072 |
|---|---|
| Distinct (%) | 5.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.4734746 |
| Minimum | 0.7782 |
|---|---|
| Maximum | 4.5543 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 150.3 KiB |
Quantile statistics
| Minimum | 0.7782 |
|---|---|
| 5-th percentile | 1.7076 |
| Q1 | 1.9494 |
| median | 2.2279 |
| Q3 | 2.8149 |
| 95-th percentile | 3.9812 |
| Maximum | 4.5543 |
| Range | 3.7761 |
| Interquartile range (IQR) | 0.8655 |
Descriptive statistics
| Standard deviation | 0.76057514 |
|---|---|
| Coefficient of variation (CV) | 0.3074926 |
| Kurtosis | -0.25330946 |
| Mean | 2.4734746 |
| Median Absolute Deviation (MAD) | 0.3587 |
| Skewness | 0.85908048 |
| Sum | 47537.708 |
| Variance | 0.57847454 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1.716 | 262 | 1.4% |
| 2.0043 | 227 | 1.2% |
| 2.0569 | 222 | 1.2% |
| 1.7404 | 203 | 1.1% |
| 1.8692 | 180 | 0.9% |
| 2.0334 | 179 | 0.9% |
| 2.0414 | 168 | 0.9% |
| 2.2304 | 166 | 0.9% |
| 2.1461 | 162 | 0.8% |
| 2.2648 | 161 | 0.8% |
| Other values (1062) | 17289 |
| Value | Count | Frequency (%) |
| 0.7782 | 22 | 0.1% |
| 0.8451 | 2 | < 0.1% |
| 0.9031 | 3 | < 0.1% |
| 0.9138 | 1 | < 0.1% |
| 0.9542 | 4 | < 0.1% |
| 1 | 3 | < 0.1% |
| 1.0414 | 7 | < 0.1% |
| 1.0792 | 97 | |
| 1.1139 | 1 | < 0.1% |
| 1.1461 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 4.5543 | 1 | < 0.1% |
| 4.4885 | 1 | < 0.1% |
| 4.4061 | 2 | |
| 4.4035 | 2 | |
| 4.3962 | 1 | < 0.1% |
| 4.3961 | 1 | < 0.1% |
| 4.3868 | 3 | |
| 4.3632 | 1 | < 0.1% |
| 4.3631 | 1 | < 0.1% |
| 4.3581 | 1 | < 0.1% |
Log_X_Index
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 206 |
|---|---|
| Distinct (%) | 1.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.3126668 |
| Minimum | 0.301 |
|---|---|
| Maximum | 2.9973 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 150.3 KiB |
Quantile statistics
| Minimum | 0.301 |
|---|---|
| 5-th percentile | 0.8451 |
| Q1 | 1 |
| median | 1.1461 |
| Q3 | 1.4314 |
| 95-th percentile | 2.243 |
| Maximum | 2.9973 |
| Range | 2.6963 |
| Interquartile range (IQR) | 0.4314 |
Descriptive statistics
| Standard deviation | 0.46784765 |
|---|---|
| Coefficient of variation (CV) | 0.35641007 |
| Kurtosis | -0.064481267 |
| Mean | 1.3126668 |
| Median Absolute Deviation (MAD) | 0.1919 |
| Skewness | 1.0983306 |
| Sum | 25228.143 |
| Variance | 0.21888142 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1.0792 | 1547 | 8.0% |
| 0.9542 | 1503 | 7.8% |
| 0.9031 | 1307 | 6.8% |
| 1.0414 | 1270 | 6.6% |
| 1 | 1150 | 6.0% |
| 1.1139 | 1019 | 5.3% |
| 1.1461 | 790 | 4.1% |
| 0.8451 | 739 | 3.8% |
| 1.2305 | 675 | 3.5% |
| 1.1761 | 590 | 3.1% |
| Other values (196) | 8629 |
| Value | Count | Frequency (%) |
| 0.301 | 2 | < 0.1% |
| 0.4771 | 9 | < 0.1% |
| 0.6021 | 40 | 0.2% |
| 0.699 | 278 | 1.4% |
| 0.7634 | 1 | < 0.1% |
| 0.7782 | 576 | |
| 0.7903 | 1 | < 0.1% |
| 0.8451 | 739 | |
| 0.8772 | 1 | < 0.1% |
| 0.9031 | 1307 |
| Value | Count | Frequency (%) |
| 2.9973 | 1 | < 0.1% |
| 2.9385 | 4 | |
| 2.9335 | 2 | < 0.1% |
| 2.8882 | 1 | < 0.1% |
| 2.842 | 8 | |
| 2.8414 | 3 | < 0.1% |
| 2.8048 | 1 | < 0.1% |
| 2.7543 | 1 | < 0.1% |
| 2.7324 | 1 | < 0.1% |
| 2.7235 | 4 |
Log_Y_Index
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 241 |
|---|---|
| Distinct (%) | 1.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.3897366 |
| Minimum | 0 |
|---|---|
| Maximum | 4.0333 |
| Zeros | 3 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 150.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.7782 |
| Q1 | 1.0792 |
| median | 1.3222 |
| Q3 | 1.7076 |
| 95-th percentile | 2.2014 |
| Maximum | 4.0333 |
| Range | 4.0333 |
| Interquartile range (IQR) | 0.6284 |
Descriptive statistics
| Standard deviation | 0.4055493 |
|---|---|
| Coefficient of variation (CV) | 0.29181738 |
| Kurtosis | -0.17335392 |
| Mean | 1.3897366 |
| Median Absolute Deviation (MAD) | 0.2689 |
| Skewness | 0.38716021 |
| Sum | 26709.348 |
| Variance | 0.16447023 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1.0792 | 1073 | 5.6% |
| 1.0414 | 917 | 4.8% |
| 1.1461 | 729 | 3.8% |
| 1 | 687 | 3.6% |
| 1.1139 | 662 | 3.4% |
| 1.1761 | 617 | 3.2% |
| 1.301 | 590 | 3.1% |
| 1.2553 | 577 | 3.0% |
| 0.9031 | 515 | 2.7% |
| 1.2305 | 489 | 2.5% |
| Other values (231) | 12363 |
| Value | Count | Frequency (%) |
| 0 | 3 | < 0.1% |
| 0.301 | 17 | 0.1% |
| 0.4771 | 102 | 0.5% |
| 0.6021 | 405 | |
| 0.6432 | 1 | < 0.1% |
| 0.699 | 280 | |
| 0.7782 | 258 | |
| 0.8451 | 262 | |
| 0.9031 | 515 | |
| 0.9542 | 439 |
| Value | Count | Frequency (%) |
| 4.0333 | 1 | < 0.1% |
| 3.3508 | 1 | < 0.1% |
| 3.0394 | 1 | < 0.1% |
| 2.776 | 2 | < 0.1% |
| 2.6464 | 1 | < 0.1% |
| 2.6405 | 1 | < 0.1% |
| 2.6294 | 4 | |
| 2.6181 | 7 | |
| 2.6149 | 1 | < 0.1% |
| 2.6021 | 1 | < 0.1% |
Orientation_Index
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 1598 |
|---|---|
| Distinct (%) | 8.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.10274234 |
| Minimum | -0.9884 |
|---|---|
| Maximum | 0.9917 |
| Zeros | 735 |
| Zeros (%) | 3.8% |
| Negative | 7493 |
| Negative (%) | 39.0% |
| Memory size | 150.3 KiB |
Quantile statistics
| Minimum | -0.9884 |
|---|---|
| 5-th percentile | -0.6333 |
| Q1 | -0.2727 |
| median | 0.1111 |
| Q3 | 0.5294 |
| 95-th percentile | 0.8082 |
| Maximum | 0.9917 |
| Range | 1.9801 |
| Interquartile range (IQR) | 0.8021 |
Descriptive statistics
| Standard deviation | 0.48768051 |
|---|---|
| Coefficient of variation (CV) | 4.746636 |
| Kurtosis | -1.0936499 |
| Mean | 0.10274234 |
| Median Absolute Deviation (MAD) | 0.4052 |
| Skewness | -0.18917339 |
| Sum | 1974.6051 |
| Variance | 0.23783228 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 735 | 3.8% |
| 0.5 | 304 | 1.6% |
| 0.6667 | 284 | 1.5% |
| -0.2 | 284 | 1.5% |
| 0.2 | 261 | 1.4% |
| 0.3333 | 243 | 1.3% |
| 0.1818 | 207 | 1.1% |
| -0.5 | 202 | 1.1% |
| -0.6 | 200 | 1.0% |
| 0.6 | 189 | 1.0% |
| Other values (1588) | 16310 |
| Value | Count | Frequency (%) |
| -0.9884 | 1 | < 0.1% |
| -0.9809 | 1 | < 0.1% |
| -0.9706 | 5 | |
| -0.9604 | 2 | < 0.1% |
| -0.9592 | 2 | < 0.1% |
| -0.9565 | 1 | < 0.1% |
| -0.9559 | 3 | |
| -0.9552 | 3 | |
| -0.9546 | 4 | |
| -0.9514 | 3 |
| Value | Count | Frequency (%) |
| 0.9917 | 1 | < 0.1% |
| 0.9739 | 3 | |
| 0.9706 | 2 | < 0.1% |
| 0.9661 | 2 | < 0.1% |
| 0.9632 | 1 | < 0.1% |
| 0.961 | 1 | < 0.1% |
| 0.9607 | 6 | |
| 0.9604 | 1 | < 0.1% |
| 0.9592 | 3 | |
| 0.9578 | 2 | < 0.1% |
Luminosity_Index
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 2046 |
|---|---|
| Distinct (%) | 10.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -0.13838179 |
| Minimum | -0.885 |
|---|---|
| Maximum | 0.6421 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 17707 |
| Negative (%) | 92.1% |
| Memory size | 150.3 KiB |
Quantile statistics
| Minimum | -0.885 |
|---|---|
| 5-th percentile | -0.3061 |
| Q1 | -0.1925 |
| median | -0.1426 |
| Q3 | -0.084 |
| 95-th percentile | 0.0101 |
| Maximum | 0.6421 |
| Range | 1.5271 |
| Interquartile range (IQR) | 0.1085 |
Descriptive statistics
| Standard deviation | 0.120344 |
|---|---|
| Coefficient of variation (CV) | -0.86965205 |
| Kurtosis | 6.9017166 |
| Mean | -0.13838179 |
| Median Absolute Deviation (MAD) | 0.0534 |
| Skewness | 0.77771247 |
| Sum | -2659.5595 |
| Variance | 0.014482679 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| -0.1851 | 117 | 0.6% |
| -0.1865 | 93 | 0.5% |
| -0.1861 | 80 | 0.4% |
| -0.1078 | 79 | 0.4% |
| -0.1903 | 79 | 0.4% |
| -0.0971 | 77 | 0.4% |
| -0.2395 | 76 | 0.4% |
| -0.0481 | 73 | 0.4% |
| -0.1855 | 68 | 0.4% |
| -0.0019 | 68 | 0.4% |
| Other values (2036) | 18409 |
| Value | Count | Frequency (%) |
| -0.885 | 3 | < 0.1% |
| -0.6096 | 2 | < 0.1% |
| -0.6017 | 4 | |
| -0.5986 | 1 | < 0.1% |
| -0.5971 | 9 | |
| -0.594 | 3 | < 0.1% |
| -0.5902 | 1 | < 0.1% |
| -0.585 | 3 | < 0.1% |
| -0.5816 | 3 | < 0.1% |
| -0.5811 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 0.6421 | 1 | < 0.1% |
| 0.5917 | 3 | < 0.1% |
| 0.5916 | 10 | |
| 0.5909 | 4 | < 0.1% |
| 0.5799 | 10 | |
| 0.5613 | 3 | < 0.1% |
| 0.5591 | 4 | < 0.1% |
| 0.5552 | 6 | |
| 0.5518 | 5 | |
| 0.5412 | 1 | < 0.1% |
SigmoidOfAreas
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 467 |
|---|---|
| Distinct (%) | 2.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.57190219 |
| Minimum | 0.119 |
|---|---|
| Maximum | 1 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 150.3 KiB |
Quantile statistics
| Minimum | 0.119 |
|---|---|
| 5-th percentile | 0.1753 |
| Q1 | 0.2532 |
| median | 0.4729 |
| Q3 | 0.9994 |
| 95-th percentile | 1 |
| Maximum | 1 |
| Range | 0.881 |
| Interquartile range (IQR) | 0.7462 |
Descriptive statistics
| Standard deviation | 0.33221863 |
|---|---|
| Coefficient of variation (CV) | 0.58090112 |
| Kurtosis | -1.6376523 |
| Mean | 0.57190219 |
| Median Absolute Deviation (MAD) | 0.2711 |
| Skewness | 0.22253574 |
| Sum | 10991.388 |
| Variance | 0.11036922 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 4075 | 21.2% |
| 0.1773 | 366 | 1.9% |
| 0.9998 | 352 | 1.8% |
| 0.2901 | 348 | 1.8% |
| 0.2288 | 291 | 1.5% |
| 0.2432 | 278 | 1.4% |
| 0.1852 | 266 | 1.4% |
| 0.2173 | 230 | 1.2% |
| 0.3068 | 226 | 1.2% |
| 0.2583 | 223 | 1.2% |
| Other values (457) | 12564 |
| Value | Count | Frequency (%) |
| 0.119 | 2 | < 0.1% |
| 0.1232 | 1 | < 0.1% |
| 0.124 | 9 | < 0.1% |
| 0.1262 | 22 | 0.1% |
| 0.1284 | 6 | < 0.1% |
| 0.1292 | 23 | 0.1% |
| 0.1307 | 11 | 0.1% |
| 0.1322 | 138 | |
| 0.133 | 7 | < 0.1% |
| 0.1353 | 69 |
| Value | Count | Frequency (%) |
| 1 | 4075 | |
| 0.9999 | 185 | 1.0% |
| 0.9998 | 352 | 1.8% |
| 0.9997 | 96 | 0.5% |
| 0.9996 | 52 | 0.3% |
| 0.9995 | 19 | 0.1% |
| 0.9994 | 39 | 0.2% |
| 0.9993 | 48 | 0.2% |
| 0.9992 | 29 | 0.2% |
| 0.9991 | 20 | 0.1% |
Pastry
Categorical
IMBALANCE 
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.1 MiB |
| 0 | |
|---|---|
| 1 | 1466 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 19219 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 17753 | |
| 1 | 1466 | 7.6% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 17753 | |
| 1 | 1466 | 7.6% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 17753 | |
| 1 | 1466 | 7.6% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 19219 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 17753 | |
| 1 | 1466 | 7.6% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 19219 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 17753 | |
| 1 | 1466 | 7.6% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 19219 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 17753 | |
| 1 | 1466 | 7.6% |
Z_Scratch
Categorical
IMBALANCE 
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.1 MiB |
| 0 | |
|---|---|
| 1 | 1150 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 19219 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 18069 | |
| 1 | 1150 | 6.0% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 18069 | |
| 1 | 1150 | 6.0% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 18069 | |
| 1 | 1150 | 6.0% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 19219 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 18069 | |
| 1 | 1150 | 6.0% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 19219 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 18069 | |
| 1 | 1150 | 6.0% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 19219 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 18069 | |
| 1 | 1150 | 6.0% |
K_Scatch
Categorical
HIGH CORRELATION 
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.1 MiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 19219 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 1 |
| 4th row | 1 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 15787 | |
| 1 | 3432 | 17.9% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 15787 | |
| 1 | 3432 | 17.9% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 15787 | |
| 1 | 3432 | 17.9% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 19219 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 15787 | |
| 1 | 3432 | 17.9% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 19219 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 15787 | |
| 1 | 3432 | 17.9% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 19219 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 15787 | |
| 1 | 3432 | 17.9% |
Stains
Categorical
HIGH CORRELATION  IMBALANCE 
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.1 MiB |
| 0 | |
|---|---|
| 1 | 568 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 19219 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 18651 | |
| 1 | 568 | 3.0% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 18651 | |
| 1 | 568 | 3.0% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 18651 | |
| 1 | 568 | 3.0% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 19219 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 18651 | |
| 1 | 568 | 3.0% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 19219 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 18651 | |
| 1 | 568 | 3.0% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 19219 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 18651 | |
| 1 | 568 | 3.0% |
Dirtiness
Categorical
IMBALANCE 
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.1 MiB |
| 0 | |
|---|---|
| 1 | 485 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 19219 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 18734 | |
| 1 | 485 | 2.5% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 18734 | |
| 1 | 485 | 2.5% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 18734 | |
| 1 | 485 | 2.5% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 19219 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 18734 | |
| 1 | 485 | 2.5% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 19219 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 18734 | |
| 1 | 485 | 2.5% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 19219 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 18734 | |
| 1 | 485 | 2.5% |
Bumps
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.1 MiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 19219 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 14456 | |
| 1 | 4763 | 24.8% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 14456 | |
| 1 | 4763 | 24.8% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 14456 | |
| 1 | 4763 | 24.8% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 19219 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 14456 | |
| 1 | 4763 | 24.8% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 19219 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 14456 | |
| 1 | 4763 | 24.8% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 19219 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 14456 | |
| 1 | 4763 | 24.8% |
Other_Faults
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.1 MiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 19219 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 1 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 12661 | |
| 1 | 6558 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 12661 | |
| 1 | 6558 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 12661 | |
| 1 | 6558 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 19219 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 12661 | |
| 1 | 6558 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 19219 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 12661 | |
| 1 | 6558 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 19219 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 12661 | |
| 1 | 6558 |
| Bumps | Dirtiness | Edges_Index | Edges_X_Index | Edges_Y_Index | Empty_Index | K_Scatch | Length_of_Conveyer | LogOfAreas | Log_X_Index | Log_Y_Index | Luminosity_Index | Maximum_of_Luminosity | Minimum_of_Luminosity | Orientation_Index | Other_Faults | Outside_Global_Index | Outside_X_Index | Pastry | Pixels_Areas | SigmoidOfAreas | Square_Index | Stains | Steel_Plate_Thickness | Sum_of_Luminosity | TypeOfSteel_A300 | TypeOfSteel_A400 | X_Maximum | X_Minimum | X_Perimeter | Y_Maximum | Y_Minimum | Y_Perimeter | Z_Scratch | id | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Bumps | 1.000 | 0.092 | 0.204 | 0.159 | 0.197 | -0.147 | 0.267 | 0.159 | -0.218 | -0.135 | -0.243 | -0.049 | -0.066 | 0.089 | 0.021 | 0.413 | 0.088 | -0.149 | 0.165 | -0.218 | -0.220 | 0.175 | 0.100 | 0.125 | -0.218 | 0.246 | 0.245 | 0.177 | 0.192 | -0.215 | 0.034 | 0.033 | -0.250 | 0.144 | 0.000 |
| Dirtiness | 0.092 | 1.000 | 0.052 | -0.096 | 0.077 | -0.013 | 0.074 | -0.037 | 0.012 | -0.081 | 0.057 | 0.063 | 0.040 | 0.087 | 0.154 | 0.115 | 0.105 | -0.070 | 0.045 | 0.012 | 0.010 | -0.130 | 0.026 | 0.034 | 0.014 | 0.079 | 0.080 | 0.039 | 0.043 | -0.007 | -0.006 | -0.003 | 0.037 | 0.039 | -0.003 |
| Edges_Index | 0.204 | 0.052 | 1.000 | 0.233 | 0.264 | -0.161 | 0.494 | 0.078 | -0.380 | -0.285 | -0.382 | 0.224 | 0.159 | 0.384 | 0.037 | 0.131 | 0.085 | -0.276 | 0.045 | -0.380 | -0.368 | 0.126 | 0.164 | 0.180 | -0.352 | 0.190 | 0.188 | 0.162 | 0.189 | -0.350 | -0.019 | -0.017 | -0.391 | 0.121 | -0.007 |
| Edges_X_Index | 0.159 | -0.096 | 0.233 | 1.000 | 0.183 | -0.332 | 0.362 | 0.037 | -0.540 | -0.200 | -0.632 | 0.032 | -0.054 | 0.195 | -0.416 | 0.097 | 0.237 | -0.217 | 0.136 | -0.539 | -0.530 | 0.308 | 0.282 | 0.052 | -0.524 | 0.232 | 0.230 | 0.082 | 0.094 | -0.562 | 0.038 | 0.039 | -0.609 | 0.076 | -0.010 |
| Edges_Y_Index | 0.197 | 0.077 | 0.264 | 0.183 | 1.000 | -0.580 | 0.751 | 0.204 | -0.593 | -0.803 | -0.440 | -0.096 | -0.185 | 0.269 | 0.537 | 0.217 | 0.339 | -0.805 | 0.217 | -0.592 | -0.633 | 0.082 | 0.084 | 0.356 | -0.607 | 0.319 | 0.316 | 0.313 | 0.367 | -0.745 | -0.045 | -0.045 | -0.573 | 0.091 | -0.001 |
| Empty_Index | -0.147 | -0.013 | -0.161 | -0.332 | -0.580 | 1.000 | 0.309 | -0.177 | 0.432 | 0.535 | 0.371 | 0.153 | 0.180 | -0.032 | -0.179 | 0.071 | 0.161 | 0.548 | 0.140 | 0.432 | 0.492 | -0.117 | 0.067 | -0.158 | 0.442 | 0.193 | 0.192 | -0.149 | -0.170 | 0.576 | -0.019 | -0.021 | 0.451 | 0.088 | -0.001 |
| K_Scatch | 0.267 | 0.074 | 0.494 | 0.362 | 0.751 | 0.309 | 1.000 | -0.174 | 0.582 | 0.590 | 0.516 | -0.053 | 0.080 | -0.500 | -0.405 | 0.330 | 0.334 | 0.594 | 0.133 | 0.582 | 0.563 | -0.049 | 0.081 | -0.493 | 0.580 | 0.375 | 0.372 | -0.399 | -0.474 | 0.581 | 0.106 | 0.105 | 0.562 | 0.117 | -0.000 |
| Length_of_Conveyer | 0.159 | -0.037 | 0.078 | 0.037 | 0.204 | -0.177 | -0.174 | 1.000 | -0.151 | -0.169 | -0.127 | -0.094 | -0.029 | -0.064 | 0.157 | 0.158 | 0.112 | -0.255 | 0.168 | -0.151 | -0.176 | 0.153 | 0.121 | 0.269 | -0.165 | 0.470 | 0.467 | 0.234 | 0.239 | -0.185 | -0.010 | -0.011 | -0.159 | 0.182 | 0.001 |
| LogOfAreas | -0.218 | 0.012 | -0.380 | -0.540 | -0.593 | 0.432 | 0.582 | -0.151 | 1.000 | 0.747 | 0.905 | -0.167 | 0.010 | -0.517 | -0.036 | 0.248 | 0.267 | 0.749 | 0.142 | 0.998 | 0.962 | -0.320 | 0.684 | -0.317 | 0.968 | 0.432 | 0.428 | -0.306 | -0.366 | 0.878 | 0.031 | 0.030 | 0.936 | 0.126 | -0.004 |
| Log_X_Index | -0.135 | -0.081 | -0.285 | -0.200 | -0.803 | 0.535 | 0.590 | -0.169 | 0.747 | 1.000 | 0.585 | -0.060 | 0.076 | -0.405 | -0.467 | 0.247 | 0.283 | 0.983 | 0.192 | 0.747 | 0.788 | -0.097 | 0.395 | -0.353 | 0.748 | 0.374 | 0.370 | -0.305 | -0.366 | 0.863 | 0.056 | 0.056 | 0.683 | 0.134 | -0.003 |
| Log_Y_Index | -0.243 | 0.057 | -0.382 | -0.632 | -0.440 | 0.371 | 0.516 | -0.127 | 0.905 | 0.585 | 1.000 | -0.177 | -0.009 | -0.497 | 0.191 | 0.188 | 0.263 | 0.591 | 0.132 | 0.905 | 0.898 | -0.406 | 0.567 | -0.257 | 0.878 | 0.399 | 0.396 | -0.271 | -0.326 | 0.793 | 0.020 | 0.019 | 0.962 | 0.076 | -0.006 |
| Luminosity_Index | -0.049 | 0.063 | 0.224 | 0.032 | -0.096 | 0.153 | -0.053 | -0.094 | -0.167 | -0.060 | -0.177 | 1.000 | 0.832 | 0.726 | -0.092 | 0.092 | 0.089 | -0.034 | 0.114 | -0.167 | -0.147 | 0.101 | 0.184 | -0.136 | -0.091 | 0.229 | 0.229 | -0.064 | -0.048 | -0.069 | -0.042 | -0.045 | -0.139 | 0.048 | 0.006 |
| Maximum_of_Luminosity | -0.066 | 0.040 | 0.159 | -0.054 | -0.185 | 0.180 | 0.080 | -0.029 | 0.010 | 0.076 | -0.009 | 0.832 | 1.000 | 0.462 | -0.100 | 0.054 | 0.081 | 0.091 | 0.069 | 0.009 | 0.018 | 0.093 | 0.108 | -0.152 | 0.076 | 0.230 | 0.229 | -0.120 | -0.120 | 0.084 | -0.049 | -0.052 | 0.024 | 0.074 | 0.001 |
| Minimum_of_Luminosity | 0.089 | 0.087 | 0.384 | 0.195 | 0.269 | -0.032 | -0.500 | -0.064 | -0.517 | -0.405 | -0.497 | 0.726 | 0.462 | 1.000 | 0.098 | 0.233 | 0.209 | -0.379 | 0.136 | -0.516 | -0.473 | 0.048 | 0.223 | 0.144 | -0.453 | 0.385 | 0.383 | 0.190 | 0.252 | -0.430 | -0.095 | -0.094 | -0.484 | 0.105 | 0.006 |
| Orientation_Index | 0.021 | 0.154 | 0.037 | -0.416 | 0.537 | -0.179 | -0.405 | 0.157 | -0.036 | -0.467 | 0.191 | -0.092 | -0.100 | 0.098 | 1.000 | 0.170 | 0.628 | -0.459 | 0.278 | -0.035 | -0.069 | -0.287 | 0.230 | 0.287 | -0.059 | 0.268 | 0.267 | 0.204 | 0.244 | -0.204 | -0.089 | -0.090 | 0.057 | 0.084 | 0.009 |
| Other_Faults | 0.413 | 0.115 | 0.131 | 0.097 | 0.217 | 0.071 | 0.330 | 0.158 | 0.248 | 0.247 | 0.188 | 0.092 | 0.054 | 0.233 | 0.170 | 1.000 | 0.078 | -0.135 | 0.206 | -0.145 | -0.132 | -0.007 | 0.125 | 0.178 | -0.143 | 0.064 | 0.063 | 0.142 | 0.158 | -0.128 | -0.056 | -0.057 | -0.136 | 0.181 | -0.005 |
| Outside_Global_Index | 0.088 | 0.105 | 0.085 | 0.237 | 0.339 | 0.161 | 0.334 | 0.112 | 0.267 | 0.283 | 0.263 | 0.089 | 0.081 | 0.209 | 0.628 | 0.078 | 1.000 | -0.423 | 0.225 | -0.046 | -0.091 | -0.114 | 0.163 | 0.232 | -0.069 | 0.099 | 0.099 | 0.162 | 0.196 | -0.217 | -0.053 | -0.055 | 0.021 | 0.055 | 0.011 |
| Outside_X_Index | -0.149 | -0.070 | -0.276 | -0.217 | -0.805 | 0.548 | 0.594 | -0.255 | 0.749 | 0.983 | 0.591 | -0.034 | 0.091 | -0.379 | -0.459 | -0.135 | -0.423 | 1.000 | 0.130 | 0.748 | 0.791 | -0.115 | 0.078 | -0.380 | 0.752 | 0.351 | 0.348 | -0.322 | -0.382 | 0.866 | 0.056 | 0.056 | 0.690 | 0.103 | -0.004 |
| Pastry | 0.165 | 0.045 | 0.045 | 0.136 | 0.217 | 0.140 | 0.133 | 0.168 | 0.142 | 0.192 | 0.132 | 0.114 | 0.069 | 0.136 | 0.278 | 0.206 | 0.225 | 0.130 | 1.000 | -0.023 | -0.040 | -0.155 | 0.049 | 0.105 | -0.035 | 0.000 | 0.001 | 0.098 | 0.107 | -0.098 | -0.027 | -0.026 | 0.012 | 0.072 | 0.006 |
| Pixels_Areas | -0.218 | 0.012 | -0.380 | -0.539 | -0.592 | 0.432 | 0.582 | -0.151 | 0.998 | 0.747 | 0.905 | -0.167 | 0.009 | -0.516 | -0.035 | -0.145 | -0.046 | 0.748 | -0.023 | 1.000 | 0.961 | -0.320 | 0.013 | -0.317 | 0.967 | 0.082 | 0.078 | -0.306 | -0.367 | 0.878 | 0.031 | 0.030 | 0.935 | 0.022 | -0.003 |
| SigmoidOfAreas | -0.220 | 0.010 | -0.368 | -0.530 | -0.633 | 0.492 | 0.563 | -0.176 | 0.962 | 0.788 | 0.898 | -0.147 | 0.018 | -0.473 | -0.069 | -0.132 | -0.091 | 0.791 | -0.040 | 0.961 | 1.000 | -0.343 | 0.362 | -0.311 | 0.941 | 0.370 | 0.367 | -0.300 | -0.356 | 0.907 | 0.025 | 0.023 | 0.941 | 0.082 | -0.002 |
| Square_Index | 0.175 | -0.130 | 0.126 | 0.308 | 0.082 | -0.117 | -0.049 | 0.153 | -0.320 | -0.097 | -0.406 | 0.101 | 0.093 | 0.048 | -0.287 | -0.007 | -0.114 | -0.115 | -0.155 | -0.320 | -0.343 | 1.000 | 0.119 | 0.002 | -0.314 | 0.249 | 0.249 | 0.024 | 0.038 | -0.291 | 0.035 | 0.034 | -0.403 | 0.048 | 0.007 |
| Stains | 0.100 | 0.026 | 0.164 | 0.282 | 0.084 | 0.067 | 0.081 | 0.121 | 0.684 | 0.395 | 0.567 | 0.184 | 0.108 | 0.223 | 0.230 | 0.125 | 0.163 | 0.078 | 0.049 | 0.013 | 0.362 | 0.119 | 1.000 | -0.045 | -0.266 | 0.121 | 0.121 | 0.034 | 0.039 | -0.249 | -0.047 | -0.045 | -0.272 | 0.043 | 0.004 |
| Steel_Plate_Thickness | 0.125 | 0.034 | 0.180 | 0.052 | 0.356 | -0.158 | -0.493 | 0.269 | -0.317 | -0.353 | -0.257 | -0.136 | -0.152 | 0.144 | 0.287 | 0.178 | 0.232 | -0.380 | 0.105 | -0.317 | -0.311 | 0.002 | -0.045 | 1.000 | -0.332 | 0.717 | 0.715 | 0.229 | 0.270 | -0.330 | -0.093 | -0.087 | -0.298 | 0.292 | 0.008 |
| Sum_of_Luminosity | -0.218 | 0.014 | -0.352 | -0.524 | -0.607 | 0.442 | 0.580 | -0.165 | 0.968 | 0.748 | 0.878 | -0.091 | 0.076 | -0.453 | -0.059 | -0.143 | -0.069 | 0.752 | -0.035 | 0.967 | 0.941 | -0.314 | -0.266 | -0.332 | 1.000 | 0.171 | 0.166 | -0.315 | -0.374 | 0.871 | 0.030 | 0.029 | 0.915 | 0.056 | -0.004 |
| TypeOfSteel_A300 | 0.246 | 0.079 | 0.190 | 0.232 | 0.319 | 0.193 | 0.375 | 0.470 | 0.432 | 0.374 | 0.399 | 0.229 | 0.230 | 0.385 | 0.268 | 0.064 | 0.099 | 0.351 | 0.000 | 0.082 | 0.370 | 0.249 | 0.121 | 0.717 | 0.171 | 1.000 | 0.998 | 0.163 | 0.201 | -0.320 | 0.033 | 0.033 | -0.370 | 0.190 | 0.000 |
| TypeOfSteel_A400 | 0.245 | 0.080 | 0.188 | 0.230 | 0.316 | 0.192 | 0.372 | 0.467 | 0.428 | 0.370 | 0.396 | 0.229 | 0.229 | 0.383 | 0.267 | 0.063 | 0.099 | 0.348 | 0.001 | 0.078 | 0.367 | 0.249 | 0.121 | 0.715 | 0.166 | 0.998 | 1.000 | -0.162 | -0.199 | 0.317 | -0.033 | -0.033 | 0.367 | 0.189 | -0.001 |
| X_Maximum | 0.177 | 0.039 | 0.162 | 0.082 | 0.313 | -0.149 | -0.399 | 0.234 | -0.306 | -0.305 | -0.271 | -0.064 | -0.120 | 0.190 | 0.204 | 0.142 | 0.162 | -0.322 | 0.098 | -0.306 | -0.300 | 0.024 | 0.034 | 0.229 | -0.315 | 0.163 | -0.162 | 1.000 | 0.978 | -0.304 | -0.022 | -0.021 | -0.297 | 0.269 | 0.004 |
| X_Minimum | 0.192 | 0.043 | 0.189 | 0.094 | 0.367 | -0.170 | -0.474 | 0.239 | -0.366 | -0.366 | -0.326 | -0.048 | -0.120 | 0.252 | 0.244 | 0.158 | 0.196 | -0.382 | 0.107 | -0.367 | -0.356 | 0.038 | 0.039 | 0.270 | -0.374 | 0.201 | -0.199 | 0.978 | 1.000 | -0.362 | -0.036 | -0.035 | -0.355 | 0.143 | 0.006 |
| X_Perimeter | -0.215 | -0.007 | -0.350 | -0.562 | -0.745 | 0.576 | 0.581 | -0.185 | 0.878 | 0.863 | 0.793 | -0.069 | 0.084 | -0.430 | -0.204 | -0.128 | -0.217 | 0.866 | -0.098 | 0.878 | 0.907 | -0.291 | -0.249 | -0.330 | 0.871 | -0.320 | 0.317 | -0.304 | -0.362 | 1.000 | 0.030 | 0.030 | 0.865 | 0.022 | 0.000 |
| Y_Maximum | 0.034 | -0.006 | -0.019 | 0.038 | -0.045 | -0.019 | 0.106 | -0.010 | 0.031 | 0.056 | 0.020 | -0.042 | -0.049 | -0.095 | -0.089 | -0.056 | -0.053 | 0.056 | -0.027 | 0.031 | 0.025 | 0.035 | -0.047 | -0.093 | 0.030 | 0.033 | -0.033 | -0.022 | -0.036 | 0.030 | 1.000 | 0.974 | 0.024 | 0.020 | -0.005 |
| Y_Minimum | 0.033 | -0.003 | -0.017 | 0.039 | -0.045 | -0.021 | 0.105 | -0.011 | 0.030 | 0.056 | 0.019 | -0.045 | -0.052 | -0.094 | -0.090 | -0.057 | -0.055 | 0.056 | -0.026 | 0.030 | 0.023 | 0.034 | -0.045 | -0.087 | 0.029 | 0.033 | -0.033 | -0.021 | -0.035 | 0.030 | 0.974 | 1.000 | 0.024 | 0.020 | -0.005 |
| Y_Perimeter | -0.250 | 0.037 | -0.391 | -0.609 | -0.573 | 0.451 | 0.562 | -0.159 | 0.936 | 0.683 | 0.962 | -0.139 | 0.024 | -0.484 | 0.057 | -0.136 | 0.021 | 0.690 | 0.012 | 0.935 | 0.941 | -0.403 | -0.272 | -0.298 | 0.915 | -0.370 | 0.367 | -0.297 | -0.355 | 0.865 | 0.024 | 0.024 | 1.000 | 0.083 | -0.004 |
| Z_Scratch | 0.144 | 0.039 | 0.121 | 0.076 | 0.091 | 0.088 | 0.117 | 0.182 | 0.126 | 0.134 | 0.076 | 0.048 | 0.074 | 0.105 | 0.084 | 0.181 | 0.055 | 0.103 | 0.072 | 0.022 | 0.082 | 0.048 | 0.043 | 0.292 | 0.056 | 0.190 | 0.189 | 0.269 | 0.143 | 0.022 | 0.020 | 0.020 | 0.083 | 1.000 | 0.003 |
| id | 0.000 | -0.003 | -0.007 | -0.010 | -0.001 | -0.001 | -0.000 | 0.001 | -0.004 | -0.003 | -0.006 | 0.006 | 0.001 | 0.006 | 0.009 | -0.005 | 0.011 | -0.004 | 0.006 | -0.003 | -0.002 | 0.007 | 0.004 | 0.008 | -0.004 | 0.000 | -0.001 | 0.004 | 0.006 | 0.000 | -0.005 | -0.005 | -0.004 | 0.003 | 1.000 |
| id | X_Minimum | X_Maximum | Y_Minimum | Y_Maximum | Pixels_Areas | X_Perimeter | Y_Perimeter | Sum_of_Luminosity | Minimum_of_Luminosity | Maximum_of_Luminosity | Length_of_Conveyer | TypeOfSteel_A300 | TypeOfSteel_A400 | Steel_Plate_Thickness | Edges_Index | Empty_Index | Square_Index | Outside_X_Index | Edges_X_Index | Edges_Y_Index | Outside_Global_Index | LogOfAreas | Log_X_Index | Log_Y_Index | Orientation_Index | Luminosity_Index | SigmoidOfAreas | Pastry | Z_Scratch | K_Scatch | Stains | Dirtiness | Bumps | Other_Faults | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0 | 584 | 590 | 909972 | 909977 | 16 | 8 | 5 | 2274 | 113 | 140 | 1358 | 0 | 1 | 50 | 0.7393 | 0.4000 | 0.5000 | 0.0059 | 1.0000 | 1.0000 | 0.0 | 1.2041 | 0.9031 | 0.6990 | -0.5000 | -0.0104 | 0.1417 | 0 | 0 | 0 | 1 | 0 | 0 | 0 |
| 1 | 1 | 808 | 816 | 728350 | 728372 | 433 | 20 | 54 | 44478 | 70 | 111 | 1687 | 1 | 0 | 80 | 0.7772 | 0.2878 | 0.2581 | 0.0044 | 0.2500 | 1.0000 | 1.0 | 2.6365 | 0.7782 | 1.7324 | 0.7419 | -0.2997 | 0.9491 | 0 | 0 | 0 | 0 | 0 | 0 | 1 |
| 2 | 2 | 39 | 192 | 2212076 | 2212144 | 11388 | 705 | 420 | 1311391 | 29 | 141 | 1400 | 0 | 1 | 40 | 0.0557 | 0.5282 | 0.9895 | 0.1077 | 0.2363 | 0.3857 | 0.0 | 4.0564 | 2.1790 | 2.2095 | -0.0105 | -0.0944 | 1.0000 | 0 | 0 | 1 | 0 | 0 | 0 | 0 |
| 3 | 3 | 781 | 789 | 3353146 | 3353173 | 210 | 16 | 29 | 3202 | 114 | 134 | 1387 | 0 | 1 | 40 | 0.7202 | 0.3333 | 0.3333 | 0.0044 | 0.3750 | 0.9310 | 1.0 | 2.3222 | 0.7782 | 1.4314 | 0.6667 | -0.0402 | 0.4025 | 0 | 0 | 1 | 0 | 0 | 0 | 0 |
| 4 | 4 | 1540 | 1560 | 618457 | 618502 | 521 | 72 | 67 | 48231 | 82 | 111 | 1692 | 0 | 1 | 300 | 0.1211 | 0.5347 | 0.0842 | 0.0192 | 0.2105 | 0.9861 | 1.0 | 2.7694 | 1.4150 | 1.8808 | 0.9158 | -0.2455 | 0.9998 | 0 | 0 | 0 | 0 | 0 | 0 | 1 |
| 5 | 5 | 1009 | 1033 | 899231 | 899307 | 409 | 22 | 26 | 47513 | 86 | 118 | 1650 | 1 | 0 | 70 | 0.2761 | 0.4136 | 0.4091 | 0.0053 | 0.5454 | 1.0000 | 1.0 | 2.6117 | 0.9542 | 1.4150 | 0.5909 | -0.1890 | 0.8749 | 0 | 0 | 0 | 0 | 0 | 0 | 1 |
| 6 | 6 | 596 | 607 | 739072 | 7390760 | 204 | 21 | 21 | 22478 | 89 | 127 | 1373 | 0 | 1 | 40 | 0.8331 | 0.2744 | 0.6842 | 0.0110 | 0.7143 | 1.0000 | 1.0 | 2.3096 | 1.1761 | 1.3222 | 0.3158 | -0.1497 | 0.5212 | 0 | 0 | 0 | 0 | 0 | 1 | 0 |
| 7 | 7 | 1673 | 1687 | 294065 | 294091 | 571 | 38 | 57 | 53142 | 77 | 110 | 1692 | 0 | 1 | 300 | 0.1491 | 0.4326 | 0.9643 | 0.0142 | 0.5686 | 0.7179 | 1.0 | 2.7528 | 1.3802 | 1.7559 | 0.0357 | -0.2661 | 0.9408 | 1 | 0 | 0 | 0 | 0 | 0 | 0 |
| 8 | 8 | 507 | 521 | 203252 | 203261 | 101 | 25 | 12 | 12530 | 124 | 140 | 1360 | 0 | 1 | 40 | 0.7210 | 0.4815 | 0.3333 | 0.0176 | 0.8000 | 0.7500 | 0.0 | 2.0043 | 1.3802 | 0.7782 | -0.6667 | 0.0305 | 0.3601 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| 9 | 9 | 893 | 907 | 1341292 | 1341296 | 54 | 6 | 15 | 7052 | 87 | 133 | 1687 | 1 | 0 | 60 | 0.8088 | 0.2000 | 0.5333 | 0.0037 | 0.8333 | 1.0000 | 1.0 | 1.7324 | 0.6990 | 1.1761 | 0.4667 | -0.1228 | 0.1400 | 0 | 0 | 0 | 0 | 0 | 1 | 0 |
| id | X_Minimum | X_Maximum | Y_Minimum | Y_Maximum | Pixels_Areas | X_Perimeter | Y_Perimeter | Sum_of_Luminosity | Minimum_of_Luminosity | Maximum_of_Luminosity | Length_of_Conveyer | TypeOfSteel_A300 | TypeOfSteel_A400 | Steel_Plate_Thickness | Edges_Index | Empty_Index | Square_Index | Outside_X_Index | Edges_X_Index | Edges_Y_Index | Outside_Global_Index | LogOfAreas | Log_X_Index | Log_Y_Index | Orientation_Index | Luminosity_Index | SigmoidOfAreas | Pastry | Z_Scratch | K_Scatch | Stains | Dirtiness | Bumps | Other_Faults | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 19209 | 19209 | 1065 | 1084 | 325780 | 325796 | 153 | 30 | 17 | 16835 | 96 | 126 | 1364 | 0 | 1 | 40 | 0.3979 | 0.5662 | 0.9474 | 0.0139 | 0.7308 | 0.6552 | 0.0 | 2.1847 | 1.2787 | 1.1139 | -0.0526 | -0.1880 | 0.5659 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| 19210 | 19210 | 1677 | 1689 | 3134228 | 3134249 | 226 | 15 | 22 | 21321 | 79 | 101 | 1692 | 1 | 0 | 80 | 0.0024 | 0.3788 | 0.7368 | 0.0071 | 0.8000 | 1.0000 | 1.0 | 2.3541 | 1.0792 | 1.3424 | 0.2632 | -0.3092 | 0.4366 | 0 | 0 | 0 | 0 | 0 | 1 | 0 |
| 19211 | 19211 | 1327 | 1332 | 1266537 | 1266548 | 52 | 9 | 14 | 5249 | 90 | 118 | 1656 | 1 | 0 | 100 | 0.0251 | 0.2000 | 0.4286 | 0.0044 | 0.6667 | 1.0000 | 1.0 | 1.7160 | 0.7782 | 1.1461 | 0.5714 | -0.2069 | 0.1753 | 0 | 0 | 0 | 0 | 0 | 0 | 1 |
| 19212 | 19212 | 41 | 192 | 1512277 | 1512467 | 12834 | 614 | 374 | 1487763 | 27 | 141 | 1402 | 0 | 1 | 40 | 0.0585 | 0.4816 | 0.3758 | 0.1057 | 0.2674 | 0.4264 | 1.0 | 4.1084 | 2.1703 | 2.2253 | 0.6242 | -0.0948 | 1.0000 | 0 | 0 | 1 | 0 | 0 | 0 | 0 |
| 19213 | 19213 | 0 | 28 | 4662945 | 4662964 | 9484 | 179 | 200 | 1320194 | 19 | 108 | 1373 | 0 | 1 | 220 | 0.0000 | 0.4881 | 0.0638 | 0.0148 | 0.2383 | 0.9857 | 1.0 | 3.9815 | 1.3010 | 2.2967 | 0.9362 | -0.2947 | 1.0000 | 0 | 0 | 0 | 0 | 0 | 0 | 1 |
| 19214 | 19214 | 749 | 757 | 143210 | 143219 | 17 | 4 | 4 | 2193 | 122 | 140 | 1360 | 0 | 0 | 50 | 0.8950 | 0.1500 | 0.8571 | 0.0044 | 1.0000 | 0.8000 | 0.0 | 1.2305 | 0.7782 | 0.6021 | -0.1429 | 0.0044 | 0.2901 | 0 | 0 | 0 | 1 | 0 | 0 | 0 |
| 19215 | 19215 | 723 | 735 | 2488529 | 2488541 | 231 | 17 | 26 | 27135 | 104 | 133 | 1652 | 1 | 0 | 70 | 0.9243 | 0.3254 | 0.2778 | 0.0065 | 0.7333 | 0.9216 | 1.0 | 2.3636 | 1.0414 | 1.4150 | 0.7222 | -0.0989 | 0.5378 | 0 | 0 | 0 | 0 | 0 | 0 | 1 |
| 19216 | 19216 | 6 | 31 | 1578055 | 1578129 | 780 | 114 | 98 | 71112 | 41 | 94 | 1358 | 0 | 1 | 200 | 0.0148 | 0.4331 | 0.2281 | 0.0199 | 0.1862 | 0.9554 | 1.0 | 2.8921 | 1.4314 | 1.8692 | 0.7719 | -0.4283 | 0.9997 | 1 | 0 | 0 | 0 | 0 | 0 | 0 |
| 19217 | 19217 | 9 | 18 | 1713172 | 1713184 | 126 | 13 | 26 | 14808 | 88 | 132 | 1692 | 1 | 0 | 60 | 0.0192 | 0.2361 | 0.0390 | 0.0068 | 0.7692 | 1.0000 | 1.0 | 2.1004 | 1.0414 | 1.4150 | 0.9610 | -0.1162 | 0.3509 | 0 | 0 | 0 | 0 | 0 | 0 | 1 |
| 19218 | 19218 | 1505 | 1525 | 1733458 | 1733471 | 182 | 24 | 33 | 22785 | 98 | 143 | 1688 | 1 | 0 | 70 | 0.1684 | 0.3316 | 0.4737 | 0.0083 | 0.6250 | 1.0000 | 1.0 | 2.2601 | 1.1461 | 1.5051 | 0.5263 | -0.1120 | 0.6619 | 0 | 0 | 0 | 0 | 0 | 1 | 0 |